Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 165034 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Total size in memory | 17.6 MiB |
| Average record size in memory | 112.0 B |
Variable types
| Numeric | 11 |
|---|---|
| Text | 3 |
Reproduction
| Analysis started | 2024-11-01 19:18:57.538783 |
|---|---|
| Analysis finished | 2024-11-01 19:21:01.264749 |
| Duration | 2 minutes and 3.73 seconds |
| Software version | ydata-profiling vv4.10.0 |
| Download configuration | config.json |
id
Real number (ℝ)
UNIFORM UNIQUE
| Distinct | 165034 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82516.5 |
| Minimum | 0 |
|---|---|
| Maximum | 165033 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8251.65 |
| Q1 | 41258.25 |
| median | 82516.5 |
| Q3 | 123774.75 |
| 95-th percentile | 156781.35 |
| Maximum | 165033 |
| Range | 165033 |
| Interquartile range (IQR) | 82516.5 |
Descriptive statistics
| Standard deviation | 47641.3565 |
|---|---|
| Coefficient of variation (CV) | 0.5773555168 |
| Kurtosis | -1.2 |
| Mean | 82516.5 |
| Median Absolute Deviation (MAD) | 41258.5 |
| Skewness | 0 |
| Sum | 1.361802806 × 1010 |
| Variance | 2269698849 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 109995 | 1 | < 0.1% |
| 110017 | 1 | < 0.1% |
| 110018 | 1 | < 0.1% |
| 110019 | 1 | < 0.1% |
| 110020 | 1 | < 0.1% |
| 110021 | 1 | < 0.1% |
| 110022 | 1 | < 0.1% |
| 110023 | 1 | < 0.1% |
| 110024 | 1 | < 0.1% |
| Other values (165024) | 165024 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 |
| Value | Count | Frequency (%) |
| 165033 | 1 | |
| 165032 | 1 | |
| 165031 | 1 | |
| 165030 | 1 | |
| 165029 | 1 |
CustomerId
Real number (ℝ)
| Distinct | 23221 |
|---|---|
| Distinct (%) | 14.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15692005.02 |
| Minimum | 15565701 |
|---|---|
| Maximum | 15815690 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 15565701 |
|---|---|
| 5-th percentile | 15581248 |
| Q1 | 15633141 |
| median | 15690169 |
| Q3 | 15756824 |
| 95-th percentile | 15800514 |
| Maximum | 15815690 |
| Range | 249989 |
| Interquartile range (IQR) | 123683 |
Descriptive statistics
| Standard deviation | 71397.81679 |
|---|---|
| Coefficient of variation (CV) | 0.004549948633 |
| Kurtosis | -1.20742087 |
| Mean | 15692005.02 |
| Median Absolute Deviation (MAD) | 62240 |
| Skewness | -0.02293983332 |
| Sum | 2.589714356 × 1012 |
| Variance | 5097648242 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 15682355 | 121 | 0.1% |
| 15570194 | 99 | 0.1% |
| 15585835 | 98 | 0.1% |
| 15595588 | 91 | 0.1% |
| 15648067 | 90 | 0.1% |
| 15793331 | 90 | 0.1% |
| 15585067 | 86 | 0.1% |
| 15782530 | 85 | 0.1% |
| 15809837 | 84 | 0.1% |
| 15806901 | 84 | 0.1% |
| Other values (23211) | 164106 |
| Value | Count | Frequency (%) |
| 15565701 | 3 | |
| 15565706 | 4 | |
| 15565714 | 3 | |
| 15565759 | 1 | < 0.1% |
| 15565779 | 5 |
| Value | Count | Frequency (%) |
| 15815690 | 12 | |
| 15815670 | 1 | < 0.1% |
| 15815660 | 4 | < 0.1% |
| 15815656 | 2 | < 0.1% |
| 15815645 | 13 |
Surname
Text
| Distinct | 2797 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 MiB |
Length
| Max length | 23 |
|---|---|
| Median length | 16 |
| Mean length | 6.543178981 |
| Min length | 2 |
Characters and Unicode
| Total characters | 1079847 |
|---|---|
| Distinct characters | 55 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 226 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Okwudilichukwu |
|---|---|
| 2nd row | Okwudiliolisa |
| 3rd row | Hsueh |
| 4th row | Kao |
| 5th row | Chiemenam |
| Value | Count | Frequency (%) |
| hsia | 2456 | 1.5% |
| t'ien | 2282 | 1.4% |
| hs | 1611 | 1.0% |
| kao | 1577 | 0.9% |
| maclean | 1577 | 0.9% |
| ts'ui | 1567 | 0.9% |
| p'eng | 1503 | 0.9% |
| h | 1420 | 0.9% |
| hsueh | 1306 | 0.8% |
| lo | 1276 | 0.8% |
| Other values (2795) | 149885 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 101025 | 9.4% |
| e | 95515 | 8.8% |
| i | 88998 | 8.2% |
| n | 85324 | 7.9% |
| o | 66511 | 6.2% |
| u | 60878 | 5.6% |
| h | 46288 | 4.3% |
| s | 40086 | 3.7% |
| r | 35578 | 3.3% |
| l | 32621 | 3.0% |
| Other values (45) | 427023 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 885549 | |
| Uppercase Letter | 170025 | 15.7% |
| Other Punctuation | 22756 | 2.1% |
| Space Separator | 1426 | 0.1% |
| Dash Punctuation | 91 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 101025 | |
| e | 95515 | |
| i | 88998 | 10.1% |
| n | 85324 | 9.6% |
| o | 66511 | 7.5% |
| u | 60878 | 6.9% |
| h | 46288 | 5.2% |
| s | 40086 | 4.5% |
| r | 35578 | 4.0% |
| l | 32621 | 3.7% |
| Other values (16) | 232725 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 22587 | |
| T | 17837 | 10.5% |
| H | 14904 | 8.8% |
| M | 13987 | 8.2% |
| O | 11631 | 6.8% |
| N | 9912 | 5.8% |
| L | 9506 | 5.6% |
| P | 8186 | 4.8% |
| S | 7116 | 4.2% |
| K | 6379 | 3.8% |
| Other values (15) | 47980 |
Other Punctuation
| Value | Count | Frequency (%) |
| ' | 16426 | |
| ? | 6330 | 27.8% |
Space Separator
| Value | Count | Frequency (%) |
| 1426 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 91 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1055574 | |
| Common | 24273 | 2.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 101025 | 9.6% |
| e | 95515 | 9.0% |
| i | 88998 | 8.4% |
| n | 85324 | 8.1% |
| o | 66511 | 6.3% |
| u | 60878 | 5.8% |
| h | 46288 | 4.4% |
| s | 40086 | 3.8% |
| r | 35578 | 3.4% |
| l | 32621 | 3.1% |
| Other values (41) | 402750 |
Common
| Value | Count | Frequency (%) |
| ' | 16426 | |
| ? | 6330 | 26.1% |
| 1426 | 5.9% | |
| - | 91 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1079847 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 101025 | 9.4% |
| e | 95515 | 8.8% |
| i | 88998 | 8.2% |
| n | 85324 | 7.9% |
| o | 66511 | 6.2% |
| u | 60878 | 5.6% |
| h | 46288 | 4.3% |
| s | 40086 | 3.7% |
| r | 35578 | 3.3% |
| l | 32621 | 3.0% |
| Other values (45) | 427023 |
CreditScore
Real number (ℝ)
| Distinct | 457 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 656.454373 |
| Minimum | 350 |
|---|---|
| Maximum | 850 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 350 |
|---|---|
| 5-th percentile | 524 |
| Q1 | 597 |
| median | 659 |
| Q3 | 710 |
| 95-th percentile | 787 |
| Maximum | 850 |
| Range | 500 |
| Interquartile range (IQR) | 113 |
Descriptive statistics
| Standard deviation | 80.10334049 |
|---|---|
| Coefficient of variation (CV) | 0.1220242317 |
| Kurtosis | -0.06745230234 |
| Mean | 656.454373 |
| Median Absolute Deviation (MAD) | 55 |
| Skewness | -0.05929121968 |
| Sum | 108337291 |
| Variance | 6416.545157 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 850 | 2532 | 1.5% |
| 678 | 2299 | 1.4% |
| 684 | 1718 | 1.0% |
| 667 | 1658 | 1.0% |
| 705 | 1605 | 1.0% |
| 683 | 1574 | 1.0% |
| 651 | 1496 | 0.9% |
| 682 | 1470 | 0.9% |
| 663 | 1464 | 0.9% |
| 679 | 1439 | 0.9% |
| Other values (447) | 147779 |
| Value | Count | Frequency (%) |
| 350 | 19 | |
| 358 | 1 | < 0.1% |
| 359 | 2 | < 0.1% |
| 363 | 4 | < 0.1% |
| 365 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 850 | 2532 | |
| 849 | 85 | 0.1% |
| 848 | 28 | < 0.1% |
| 847 | 48 | < 0.1% |
| 846 | 44 | < 0.1% |
Geography
Text
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 MiB |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.990262613 |
| Min length | 5 |
Characters and Unicode
| Total characters | 988597 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | France |
|---|---|
| 2nd row | France |
| 3rd row | France |
| 4th row | France |
| 5th row | Spain |
| Value | Count | Frequency (%) |
| france | 94215 | |
| spain | 36213 | 21.9% |
| germany | 34606 | 21.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 165034 | |
| n | 165034 | |
| r | 128821 | |
| e | 128821 | |
| F | 94215 | |
| c | 94215 | |
| S | 36213 | 3.7% |
| p | 36213 | 3.7% |
| i | 36213 | 3.7% |
| G | 34606 | 3.5% |
| Other values (2) | 69212 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 823563 | |
| Uppercase Letter | 165034 | 16.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 165034 | |
| n | 165034 | |
| r | 128821 | |
| e | 128821 | |
| c | 94215 | |
| p | 36213 | 4.4% |
| i | 36213 | 4.4% |
| m | 34606 | 4.2% |
| y | 34606 | 4.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 94215 | |
| S | 36213 | 21.9% |
| G | 34606 | 21.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 988597 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 165034 | |
| n | 165034 | |
| r | 128821 | |
| e | 128821 | |
| F | 94215 | |
| c | 94215 | |
| S | 36213 | 3.7% |
| p | 36213 | 3.7% |
| i | 36213 | 3.7% |
| G | 34606 | 3.5% |
| Other values (2) | 69212 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 988597 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 165034 | |
| n | 165034 | |
| r | 128821 | |
| e | 128821 | |
| F | 94215 | |
| c | 94215 | |
| S | 36213 | 3.7% |
| p | 36213 | 3.7% |
| i | 36213 | 3.7% |
| G | 34606 | 3.5% |
| Other values (2) | 69212 |
Gender
Text
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 MiB |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.871141704 |
| Min length | 4 |
Characters and Unicode
| Total characters | 803904 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Male |
| Value | Count | Frequency (%) |
| male | 93150 | |
| female | 71884 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 236918 | |
| a | 165034 | |
| l | 165034 | |
| M | 93150 | 11.6% |
| F | 71884 | 8.9% |
| m | 71884 | 8.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 638870 | |
| Uppercase Letter | 165034 | 20.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 236918 | |
| a | 165034 | |
| l | 165034 | |
| m | 71884 | 11.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 93150 | |
| F | 71884 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 803904 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 236918 | |
| a | 165034 | |
| l | 165034 | |
| M | 93150 | 11.6% |
| F | 71884 | 8.9% |
| m | 71884 | 8.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 803904 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 236918 | |
| a | 165034 | |
| l | 165034 | |
| M | 93150 | 11.6% |
| F | 71884 | 8.9% |
| m | 71884 | 8.9% |
Age
Real number (ℝ)
| Distinct | 71 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.12588788 |
| Minimum | 18 |
|---|---|
| Maximum | 92 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 26 |
| Q1 | 32 |
| median | 37 |
| Q3 | 42 |
| 95-th percentile | 56 |
| Maximum | 92 |
| Range | 74 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.867204591 |
|---|---|
| Coefficient of variation (CV) | 0.2325769991 |
| Kurtosis | 1.532405754 |
| Mean | 38.12588788 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.9680627926 |
| Sum | 6292067.78 |
| Variance | 78.62731727 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 37 | 9255 | 5.6% |
| 38 | 9246 | 5.6% |
| 35 | 9118 | 5.5% |
| 34 | 8625 | 5.2% |
| 36 | 8556 | 5.2% |
| 33 | 8367 | 5.1% |
| 40 | 7996 | 4.8% |
| 39 | 7944 | 4.8% |
| 32 | 7712 | 4.7% |
| 31 | 7093 | 4.3% |
| Other values (61) | 81122 |
| Value | Count | Frequency (%) |
| 18 | 118 | 0.1% |
| 19 | 214 | 0.1% |
| 20 | 336 | 0.2% |
| 21 | 593 | |
| 22 | 933 |
| Value | Count | Frequency (%) |
| 92 | 11 | |
| 85 | 3 | < 0.1% |
| 84 | 4 | < 0.1% |
| 83 | 3 | < 0.1% |
| 82 | 7 |
Tenure
Real number (ℝ)
ZEROS
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.020353382 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 5007 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 9 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.806158567 |
|---|---|
| Coefficient of variation (CV) | 0.5589563828 |
| Kurtosis | -1.157921179 |
| Mean | 5.020353382 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.006489806236 |
| Sum | 828529 |
| Variance | 7.874525901 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 2 | 18045 | |
| 7 | 17810 | |
| 4 | 17554 | |
| 8 | 17520 | |
| 5 | 17268 | |
| 1 | 16760 | |
| 9 | 16709 | |
| 3 | 16630 | |
| 6 | 15822 | |
| 10 | 5909 | 3.6% |
| Value | Count | Frequency (%) |
| 0 | 5007 | 3.0% |
| 1 | 16760 | |
| 2 | 18045 | |
| 3 | 16630 | |
| 4 | 17554 |
| Value | Count | Frequency (%) |
| 10 | 5909 | 3.6% |
| 9 | 16709 | |
| 8 | 17520 | |
| 7 | 17810 | |
| 6 | 15822 |
Balance
Real number (ℝ)
ZEROS
| Distinct | 30075 |
|---|---|
| Distinct (%) | 18.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55478.08669 |
| Minimum | 0 |
|---|---|
| Maximum | 250898.09 |
| Zeros | 89648 |
| Zeros (%) | 54.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 119939.5175 |
| 95-th percentile | 151671.55 |
| Maximum | 250898.09 |
| Range | 250898.09 |
| Interquartile range (IQR) | 119939.5175 |
Descriptive statistics
| Standard deviation | 62817.66328 |
|---|---|
| Coefficient of variation (CV) | 1.132296859 |
| Kurtosis | -1.600851856 |
| Mean | 55478.08669 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.3820204484 |
| Sum | 9155770559 |
| Variance | 3946058820 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 89648 | |
| 124577.33 | 88 | 0.1% |
| 127864.4 | 64 | < 0.1% |
| 122314.5 | 63 | < 0.1% |
| 129855.32 | 59 | < 0.1% |
| 126473.33 | 56 | < 0.1% |
| 102773.2 | 52 | < 0.1% |
| 122453.97 | 48 | < 0.1% |
| 137936.94 | 42 | < 0.1% |
| 123544 | 41 | < 0.1% |
| Other values (30065) | 74873 |
| Value | Count | Frequency (%) |
| 0 | 89648 | |
| 18.33 | 1 | < 0.1% |
| 3768.69 | 3 | < 0.1% |
| 9053.36 | 1 | < 0.1% |
| 9904.42 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 250898.09 | 3 | < 0.1% |
| 238387.56 | 8 | |
| 222267.63 | 5 | |
| 221532.8 | 4 | |
| 216109.88 | 2 | < 0.1% |
NumOfProducts
Real number (ℝ)
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.554455446 |
| Minimum | 1 |
|---|---|
| Maximum | 4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 2 |
| Maximum | 4 |
| Range | 3 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.5471536788 |
|---|---|
| Coefficient of variation (CV) | 0.3519905832 |
| Kurtosis | -0.2780591334 |
| Mean | 1.554455446 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.3682779795 |
| Sum | 256538 |
| Variance | 0.2993771483 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=4)
| Value | Count | Frequency (%) |
| 2 | 84291 | |
| 1 | 77374 | |
| 3 | 2894 | 1.8% |
| 4 | 475 | 0.3% |
| Value | Count | Frequency (%) |
| 1 | 77374 | |
| 2 | 84291 | |
| 3 | 2894 | 1.8% |
| 4 | 475 | 0.3% |
| Value | Count | Frequency (%) |
| 4 | 475 | 0.3% |
| 3 | 2894 | 1.8% |
| 2 | 84291 | |
| 1 | 77374 |
HasCrCard
Real number (ℝ)
ZEROS
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7539537307 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 40606 |
| Zeros (%) | 24.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.430707124 |
|---|---|
| Coefficient of variation (CV) | 0.5712646632 |
| Kurtosis | -0.6093645524 |
| Mean | 0.7539537307 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.179255202 |
| Sum | 124428 |
| Variance | 0.1855086267 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=2)
| Value | Count | Frequency (%) |
| 1 | 124428 | |
| 0 | 40606 | 24.6% |
| Value | Count | Frequency (%) |
| 0 | 40606 | 24.6% |
| 1 | 124428 |
| Value | Count | Frequency (%) |
| 1 | 124428 | |
| 0 | 40606 | 24.6% |
IsActiveMember
Real number (ℝ)
ZEROS
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4977701565 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 82885 |
| Zeros (%) | 50.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.4999965426 |
|---|---|
| Coefficient of variation (CV) | 1.004472719 |
| Kurtosis | -1.999944679 |
| Mean | 0.4977701565 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.008919543959 |
| Sum | 82149 |
| Variance | 0.2499965426 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=2)
| Value | Count | Frequency (%) |
| 0 | 82885 | |
| 1 | 82149 |
| Value | Count | Frequency (%) |
| 0 | 82885 | |
| 1 | 82149 |
| Value | Count | Frequency (%) |
| 1 | 82149 | |
| 0 | 82885 |
EstimatedSalary
Real number (ℝ)
| Distinct | 55298 |
|---|---|
| Distinct (%) | 33.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 112574.8227 |
| Minimum | 11.58 |
|---|---|
| Maximum | 199992.48 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 11.58 |
|---|---|
| 5-th percentile | 21198.39 |
| Q1 | 74637.57 |
| median | 117948 |
| Q3 | 155152.4675 |
| 95-th percentile | 183490.27 |
| Maximum | 199992.48 |
| Range | 199980.9 |
| Interquartile range (IQR) | 80514.8975 |
Descriptive statistics
| Standard deviation | 50292.86558 |
|---|---|
| Coefficient of variation (CV) | 0.4467505643 |
| Kurtosis | -0.8388447807 |
| Mean | 112574.8227 |
| Median Absolute Deviation (MAD) | 40111.035 |
| Skewness | -0.3090215397 |
| Sum | 1.85786733 × 1010 |
| Variance | 2529372329 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 88890.05 | 178 | 0.1% |
| 140941.47 | 107 | 0.1% |
| 167984.72 | 100 | 0.1% |
| 90876.95 | 98 | 0.1% |
| 129964.94 | 98 | 0.1% |
| 181224.56 | 95 | 0.1% |
| 16081.62 | 93 | 0.1% |
| 121151.1 | 90 | 0.1% |
| 131736.23 | 89 | 0.1% |
| 141872.05 | 89 | 0.1% |
| Other values (55288) | 163997 |
| Value | Count | Frequency (%) |
| 11.58 | 10 | |
| 11.8 | 1 | < 0.1% |
| 90.07 | 2 | < 0.1% |
| 91.75 | 2 | < 0.1% |
| 96.27 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 199992.48 | 20 | |
| 199992.45 | 1 | < 0.1% |
| 199992.36 | 1 | < 0.1% |
| 199992.29 | 1 | < 0.1% |
| 199970.74 | 1 | < 0.1% |
Exited
Real number (ℝ)
ZEROS
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2115988221 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 130113 |
| Zeros (%) | 78.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4084431067 |
|---|---|
| Coefficient of variation (CV) | 1.930271174 |
| Kurtosis | -0.005649802006 |
| Mean | 0.2115988221 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.412214667 |
| Sum | 34921 |
| Variance | 0.1668257714 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=2)
| Value | Count | Frequency (%) |
| 0 | 130113 | |
| 1 | 34921 | 21.2% |
| Value | Count | Frequency (%) |
| 0 | 130113 | |
| 1 | 34921 | 21.2% |
| Value | Count | Frequency (%) |
| 1 | 34921 | 21.2% |
| 0 | 130113 |
| Age | Balance | CreditScore | CustomerId | EstimatedSalary | Exited | HasCrCard | IsActiveMember | NumOfProducts | Tenure | id | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.066 | -0.012 | 0.003 | -0.001 | 0.355 | -0.012 | -0.030 | -0.129 | -0.009 | 0.004 |
| Balance | 0.066 | 1.000 | 0.006 | -0.009 | 0.007 | 0.126 | -0.017 | -0.015 | -0.382 | -0.009 | 0.001 |
| CreditScore | -0.012 | 0.006 | 1.000 | 0.008 | -0.001 | -0.029 | -0.003 | 0.014 | 0.013 | 0.001 | -0.001 |
| CustomerId | 0.003 | -0.009 | 0.008 | 1.000 | 0.003 | -0.010 | -0.006 | -0.003 | 0.006 | -0.001 | -0.000 |
| EstimatedSalary | -0.001 | 0.007 | -0.001 | 0.003 | 1.000 | 0.020 | 0.004 | -0.008 | -0.004 | 0.001 | -0.002 |
| Exited | 0.355 | 0.126 | -0.029 | -0.010 | 0.020 | 1.000 | -0.022 | -0.210 | -0.267 | -0.019 | 0.003 |
| HasCrCard | -0.012 | -0.017 | -0.003 | -0.006 | 0.004 | -0.022 | 1.000 | -0.021 | 0.008 | 0.005 | -0.005 |
| IsActiveMember | -0.030 | -0.015 | 0.014 | -0.003 | -0.008 | -0.210 | -0.021 | 1.000 | 0.050 | -0.006 | 0.000 |
| NumOfProducts | -0.129 | -0.382 | 0.013 | 0.006 | -0.004 | -0.267 | 0.008 | 0.050 | 1.000 | 0.008 | 0.000 |
| Tenure | -0.009 | -0.009 | 0.001 | -0.001 | 0.001 | -0.019 | 0.005 | -0.006 | 0.008 | 1.000 | -0.003 |
| id | 0.004 | 0.001 | -0.001 | -0.000 | -0.002 | 0.003 | -0.005 | 0.000 | 0.000 | -0.003 | 1.000 |
| id | CustomerId | CreditScore | Age | Tenure | Balance | NumOfProducts | HasCrCard | IsActiveMember | EstimatedSalary | Exited | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| id | 1.000 | -0.000 | -0.001 | 0.004 | -0.003 | 0.001 | -0.000 | -0.005 | 0.000 | -0.002 | 0.003 |
| CustomerId | -0.000 | 1.000 | 0.007 | 0.003 | -0.001 | -0.008 | 0.004 | -0.005 | -0.003 | 0.003 | -0.010 |
| CreditScore | -0.001 | 0.007 | 1.000 | -0.009 | 0.001 | 0.007 | 0.011 | -0.003 | 0.015 | -0.002 | -0.027 |
| Age | 0.004 | 0.003 | -0.009 | 1.000 | -0.011 | 0.064 | -0.102 | -0.012 | 0.003 | -0.005 | 0.341 |
| Tenure | -0.003 | -0.001 | 0.001 | -0.011 | 1.000 | -0.009 | 0.007 | 0.005 | -0.006 | 0.001 | -0.020 |
| Balance | 0.001 | -0.008 | 0.007 | 0.064 | -0.009 | 1.000 | -0.361 | -0.019 | -0.015 | 0.009 | 0.130 |
| NumOfProducts | -0.000 | 0.004 | 0.011 | -0.102 | 0.007 | -0.361 | 1.000 | 0.005 | 0.040 | -0.004 | -0.215 |
| HasCrCard | -0.005 | -0.005 | -0.003 | -0.012 | 0.005 | -0.019 | 0.005 | 1.000 | -0.021 | 0.004 | -0.022 |
| IsActiveMember | 0.000 | -0.003 | 0.015 | 0.003 | -0.006 | -0.015 | 0.040 | -0.021 | 1.000 | -0.008 | -0.210 |
| EstimatedSalary | -0.002 | 0.003 | -0.002 | -0.005 | 0.001 | 0.009 | -0.004 | 0.004 | -0.008 | 1.000 | 0.019 |
| Exited | 0.003 | -0.010 | -0.027 | 0.341 | -0.020 | 0.130 | -0.215 | -0.022 | -0.210 | 0.019 | 1.000 |
| id | CustomerId | CreditScore | Age | Tenure | Balance | NumOfProducts | HasCrCard | IsActiveMember | EstimatedSalary | Exited | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| id | 1.000 | -0.000 | -0.001 | 0.004 | -0.003 | 0.001 | 0.000 | -0.005 | 0.000 | -0.002 | 0.003 |
| CustomerId | -0.000 | 1.000 | 0.008 | 0.003 | -0.001 | -0.009 | 0.006 | -0.006 | -0.003 | 0.003 | -0.010 |
| CreditScore | -0.001 | 0.008 | 1.000 | -0.012 | 0.001 | 0.006 | 0.013 | -0.003 | 0.014 | -0.001 | -0.029 |
| Age | 0.004 | 0.003 | -0.012 | 1.000 | -0.009 | 0.066 | -0.129 | -0.012 | -0.030 | -0.001 | 0.355 |
| Tenure | -0.003 | -0.001 | 0.001 | -0.009 | 1.000 | -0.009 | 0.008 | 0.005 | -0.006 | 0.001 | -0.019 |
| Balance | 0.001 | -0.009 | 0.006 | 0.066 | -0.009 | 1.000 | -0.382 | -0.017 | -0.015 | 0.007 | 0.126 |
| NumOfProducts | 0.000 | 0.006 | 0.013 | -0.129 | 0.008 | -0.382 | 1.000 | 0.008 | 0.050 | -0.004 | -0.267 |
| HasCrCard | -0.005 | -0.006 | -0.003 | -0.012 | 0.005 | -0.017 | 0.008 | 1.000 | -0.021 | 0.004 | -0.022 |
| IsActiveMember | 0.000 | -0.003 | 0.014 | -0.030 | -0.006 | -0.015 | 0.050 | -0.021 | 1.000 | -0.008 | -0.210 |
| EstimatedSalary | -0.002 | 0.003 | -0.001 | -0.001 | 0.001 | 0.007 | -0.004 | 0.004 | -0.008 | 1.000 | 0.020 |
| Exited | 0.003 | -0.010 | -0.029 | 0.355 | -0.019 | 0.126 | -0.267 | -0.022 | -0.210 | 0.020 | 1.000 |
| id | CustomerId | CreditScore | Age | Tenure | Balance | NumOfProducts | HasCrCard | IsActiveMember | EstimatedSalary | Exited | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| id | 1.000 | -0.000 | -0.001 | 0.003 | -0.002 | 0.001 | 0.000 | -0.004 | 0.000 | -0.001 | 0.002 |
| CustomerId | -0.000 | 1.000 | 0.005 | 0.002 | -0.001 | -0.007 | 0.005 | -0.005 | -0.002 | 0.002 | -0.008 |
| CreditScore | -0.001 | 0.005 | 1.000 | -0.008 | 0.001 | 0.004 | 0.011 | -0.002 | 0.012 | -0.001 | -0.024 |
| Age | 0.003 | 0.002 | -0.008 | 1.000 | -0.007 | 0.049 | -0.106 | -0.010 | -0.025 | -0.000 | 0.295 |
| Tenure | -0.002 | -0.001 | 0.001 | -0.007 | 1.000 | -0.007 | 0.007 | 0.004 | -0.005 | 0.001 | -0.017 |
| Balance | 0.001 | -0.007 | 0.004 | 0.049 | -0.007 | 1.000 | -0.337 | -0.015 | -0.013 | 0.005 | 0.113 |
| NumOfProducts | 0.000 | 0.005 | 0.011 | -0.106 | 0.007 | -0.337 | 1.000 | 0.008 | 0.050 | -0.004 | -0.264 |
| HasCrCard | -0.004 | -0.005 | -0.002 | -0.010 | 0.004 | -0.015 | 0.008 | 1.000 | -0.021 | 0.003 | -0.022 |
| IsActiveMember | 0.000 | -0.002 | 0.012 | -0.025 | -0.005 | -0.013 | 0.050 | -0.021 | 1.000 | -0.006 | -0.210 |
| EstimatedSalary | -0.001 | 0.002 | -0.001 | -0.000 | 0.001 | 0.005 | -0.004 | 0.003 | -0.006 | 1.000 | 0.016 |
| Exited | 0.002 | -0.008 | -0.024 | 0.295 | -0.017 | 0.113 | -0.264 | -0.022 | -0.210 | 0.016 | 1.000 |
| id | CustomerId | CreditScore | Geography | Gender | Age | Tenure | Balance | NumOfProducts | HasCrCard | IsActiveMember | EstimatedSalary | Exited | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | 1.000 | 0.011 | 0.008 | 0.000 | 0.002 | 0.000 | 0.000 | 0.007 | 0.000 | 0.006 | 0.000 | 0.000 | 0.006 |
| CustomerId | 0.011 | 1.000 | 0.036 | 0.011 | 0.013 | 0.034 | 0.018 | 0.041 | 0.010 | 0.021 | 0.009 | 0.044 | 0.018 |
| CreditScore | 0.008 | 0.036 | 1.000 | 0.031 | 0.008 | 0.037 | 0.026 | 0.047 | 0.026 | 0.038 | 0.017 | 0.048 | 0.049 |
| Geography | 0.000 | 0.011 | 0.031 | 1.000 | 0.024 | 0.143 | 0.029 | 0.559 | 0.112 | 0.010 | 0.022 | 0.035 | 0.128 |
| Gender | 0.002 | 0.013 | 0.008 | 0.024 | 1.000 | 0.100 | 0.011 | 0.024 | 0.086 | 0.009 | 0.053 | 0.021 | 0.228 |
| Age | 0.000 | 0.034 | 0.037 | 0.143 | 0.100 | 1.000 | 0.032 | 0.098 | 0.200 | 0.024 | 0.138 | 0.048 | 0.522 |
| Tenure | 0.000 | 0.018 | 0.026 | 0.029 | 0.011 | 0.032 | 1.000 | 0.041 | 0.041 | 0.015 | 0.021 | 0.026 | 0.049 |
| Balance | 0.007 | 0.041 | 0.047 | 0.559 | 0.024 | 0.098 | 0.041 | 1.000 | 0.397 | 0.036 | 0.022 | 0.057 | 0.189 |
| NumOfProducts | 0.000 | 0.010 | 0.026 | 0.112 | 0.086 | 0.200 | 0.041 | 0.397 | 1.000 | 0.020 | 0.127 | 0.026 | 0.607 |
| HasCrCard | 0.006 | 0.021 | 0.038 | 0.010 | 0.009 | 0.024 | 0.015 | 0.036 | 0.020 | 1.000 | 0.033 | 0.019 | 0.035 |
| IsActiveMember | 0.000 | 0.009 | 0.017 | 0.022 | 0.053 | 0.138 | 0.021 | 0.022 | 0.127 | 0.033 | 1.000 | 0.020 | 0.324 |
| EstimatedSalary | 0.000 | 0.044 | 0.048 | 0.035 | 0.021 | 0.048 | 0.026 | 0.057 | 0.026 | 0.019 | 0.020 | 1.000 | 0.034 |
| Exited | 0.006 | 0.018 | 0.049 | 0.128 | 0.228 | 0.522 | 0.049 | 0.189 | 0.607 | 0.035 | 0.324 | 0.034 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.